刘昊辰
(2024-08-20 15:24):
#paper arXiv:2406.00741v1 [cs.AI] 2 Jun 2024, Learning to Play 7 Wonders Duel Without Human Supervision. 这篇论文介绍了玩桌游七大奇迹对决的人工智能程序ZeusAI。ZeusAI的灵感来源于AlphaZero强化学习算法，它结合了MCTS和Transformer，在没有人类监督的情况下学习游戏。ZeusAI与人类玩家的对弈结果显示，它达到了非常高的竞技水平，赢得了38局中的26局。文章以ZeusAI为工具研究了该桌游的平衡性。社区普遍认为先手玩家有显著优势，ZeusAI的自我对弈游戏证实了这一点。文章提出了一些规则变体，以减少这种不平衡，例如改变初始金币数量或改变奇迹选择阶段。下载地址：https://arxiv.org/pdf/2406.00741
arXiv,
2024-06-02T13:28:57Z.
DOI: 10.48550/arXiv.2406.00741
Learning to Play 7 Wonders Duel Without Human Supervision
翻译
Abstract:
This paper introduces ZeusAI, an artificial intelligence system developed toplay the board game 7 Wonders Duel. Inspired by the AlphaZero reinforcementlearning algorithm, ZeusAI relies on a combination of Monte Carlo Tree Searchand a Transformer Neural Network to learn the game without human supervision.ZeusAI competes at the level of top human players, develops both known andnovel strategies, and allows us to test rule variants to improve the game'sbalance. This work demonstrates how AI can help in understanding and enhancingboard games.
翻译
Related Links: